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      <p class="mytitle">Scatter plot</p>
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        <a href="#definition">definition</a> - <a href="#mistake">mistake</a> -
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<div id="definition" class="section level1">
<h1>Definition</h1>
<hr />
<p>A scatterplot displays the relationship between 2 numeric variables.
For each data point, the value of its first variable is represented on
the X axis, the second on the Y axis.</p>
<p><br></p>
<p>Here is an example considering the price of 1460 apartements and
their ground living area. This dataset comes from a <a
href="https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data">kaggle</a>
machine learning competition. You can read more about this example <a
href="http://www.data-to-viz.com/story/TwoNum.html">here</a>.</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="co"># Libraries</span></span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span>
<span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a><span class="fu">library</span>(hrbrthemes)</span>
<span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a><span class="fu">library</span>(viridis)</span>
<span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a></span>
<span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a><span class="co"># Load dataset from github</span></span>
<span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a>data <span class="ot">&lt;-</span> <span class="fu">read.table</span>(<span class="st">&quot;https://raw.githubusercontent.com/holtzy/data_to_viz/master/Example_dataset/2_TwoNum.csv&quot;</span>, <span class="at">header=</span>T, <span class="at">sep=</span><span class="st">&quot;,&quot;</span>) <span class="sc">%&gt;%</span> dplyr<span class="sc">::</span><span class="fu">select</span>(GrLivArea, SalePrice)</span>
<span id="cb1-8"><a href="#cb1-8" tabindex="-1"></a></span>
<span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a><span class="co"># plot</span></span>
<span id="cb1-10"><a href="#cb1-10" tabindex="-1"></a>data <span class="sc">%&gt;%</span></span>
<span id="cb1-11"><a href="#cb1-11" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>GrLivArea, <span class="at">y=</span>SalePrice<span class="sc">/</span><span class="dv">1000</span>)) <span class="sc">+</span></span>
<span id="cb1-12"><a href="#cb1-12" tabindex="-1"></a>    <span class="fu">geom_point</span>(<span class="at">color=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">alpha=</span><span class="fl">0.6</span>) <span class="sc">+</span></span>
<span id="cb1-13"><a href="#cb1-13" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;Ground living area partially explains sale price of apartments&quot;</span>) <span class="sc">+</span></span>
<span id="cb1-14"><a href="#cb1-14" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb1-15"><a href="#cb1-15" tabindex="-1"></a>    <span class="fu">theme</span>(</span>
<span id="cb1-16"><a href="#cb1-16" tabindex="-1"></a>      <span class="at">plot.title =</span> <span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">12</span>)</span>
<span id="cb1-17"><a href="#cb1-17" tabindex="-1"></a>    ) <span class="sc">+</span></span>
<span id="cb1-18"><a href="#cb1-18" tabindex="-1"></a>    <span class="fu">ylab</span>(<span class="st">&#39;Sale price (k$)&#39;</span>) <span class="sc">+</span></span>
<span id="cb1-19"><a href="#cb1-19" tabindex="-1"></a>    <span class="fu">xlab</span>(<span class="st">&#39;Ground living area&#39;</span>)</span></code></pre></div>
<p><img src="scatter_files/figure-html/unnamed-chunk-1-1.png" width="768" style="display: block; margin: auto;" /></p>
</div>
<div id="what-for" class="section level1">
<h1>What for</h1>
<hr />
<p>A scatterplot is made to study the relationship between 2 variables.
Thus it is often accompanied by a <a
href="https://en.wikipedia.org/wiki/Correlation_coefficient">correlation
coefficient</a> calculation, that usually tries to measure the
<code>linear relationship</code>.</p>
<p><br></p>
<p>However other types of relationship can be detected using
scatterplots, and a common task consists to fit a model explaining Y in
function of X. Here is a few pattern you can detect doing a
scatterplot.</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="co"># Create data</span></span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a>d1 <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">x=</span><span class="fu">seq</span>(<span class="dv">1</span>,<span class="dv">100</span>), <span class="at">y=</span><span class="fu">rnorm</span>(<span class="dv">100</span>), <span class="at">name=</span><span class="st">&quot;No trend&quot;</span>)</span>
<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a>d2 <span class="ot">&lt;-</span> d1 <span class="sc">%&gt;%</span> <span class="fu">mutate</span>(<span class="at">y=</span>x<span class="sc">*</span><span class="dv">10</span> <span class="sc">+</span> <span class="fu">rnorm</span>(<span class="dv">100</span>,<span class="at">sd=</span><span class="dv">60</span>)) <span class="sc">%&gt;%</span> <span class="fu">mutate</span>(<span class="at">name=</span><span class="st">&quot;Linear relationship&quot;</span>)</span>
<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a>d3 <span class="ot">&lt;-</span> d1 <span class="sc">%&gt;%</span> <span class="fu">mutate</span>(<span class="at">y=</span>x<span class="sc">^</span><span class="dv">2</span> <span class="sc">+</span> <span class="fu">rnorm</span>(<span class="dv">100</span>,<span class="at">sd=</span><span class="dv">140</span>)) <span class="sc">%&gt;%</span> <span class="fu">mutate</span>(<span class="at">name=</span><span class="st">&quot;Square&quot;</span>)</span>
<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a>d4 <span class="ot">&lt;-</span> <span class="fu">data.frame</span>( <span class="at">x=</span><span class="fu">seq</span>(<span class="dv">1</span>,<span class="dv">10</span>,<span class="fl">0.1</span>), <span class="at">y=</span><span class="fu">sin</span>(<span class="fu">seq</span>(<span class="dv">1</span>,<span class="dv">10</span>,<span class="fl">0.1</span>)) <span class="sc">+</span> <span class="fu">rnorm</span>(<span class="dv">91</span>,<span class="at">sd=</span><span class="fl">0.6</span>)) <span class="sc">%&gt;%</span> <span class="fu">mutate</span>(<span class="at">name=</span><span class="st">&quot;Sin&quot;</span>)</span>
<span id="cb2-6"><a href="#cb2-6" tabindex="-1"></a>don <span class="ot">&lt;-</span> <span class="fu">do.call</span>(rbind, <span class="fu">list</span>(d1, d2, d3, d4))</span>
<span id="cb2-7"><a href="#cb2-7" tabindex="-1"></a></span>
<span id="cb2-8"><a href="#cb2-8" tabindex="-1"></a><span class="co"># Plot</span></span>
<span id="cb2-9"><a href="#cb2-9" tabindex="-1"></a>don <span class="sc">%&gt;%</span></span>
<span id="cb2-10"><a href="#cb2-10" tabindex="-1"></a>  <span class="fu">ggplot</span>(<span class="fu">aes</span>(<span class="at">x=</span>x, <span class="at">y=</span>y)) <span class="sc">+</span></span>
<span id="cb2-11"><a href="#cb2-11" tabindex="-1"></a>    <span class="fu">geom_point</span>(<span class="at">color=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">alpha=</span><span class="fl">0.8</span>) <span class="sc">+</span></span>
<span id="cb2-12"><a href="#cb2-12" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb2-13"><a href="#cb2-13" tabindex="-1"></a>    <span class="fu">facet_wrap</span>(<span class="sc">~</span>name, <span class="at">scale=</span><span class="st">&quot;free&quot;</span>)</span></code></pre></div>
<p><img src="scatter_files/figure-html/unnamed-chunk-2-1.png" width="960" style="display: block; margin: auto;" /></p>
</div>
<div id="variation" class="section level1">
<h1>Variation</h1>
<hr />
<p>Interactivity is a real plus for scatterplot. It allows to
<code>zoom</code> on a specific part of the graphic to detect more
precise pattern. It also allows to <code>hover</code> dots to get more
information about them, like below:</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="co"># Plotly allows to turn any ggplot2 graphic interactive</span></span>
<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a><span class="fu">library</span>(plotly)</span>
<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a></span>
<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a>p <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">text=</span><span class="fu">paste</span>(<span class="st">&quot;Apartment Number: &quot;</span>, <span class="fu">seq</span>(<span class="dv">1</span><span class="sc">:</span><span class="fu">nrow</span>(data)), <span class="st">&quot;</span><span class="sc">\n</span><span class="st">Location: New York</span><span class="sc">\n</span><span class="st">Any other information you need..&quot;</span>, <span class="at">sep=</span><span class="st">&quot;&quot;</span>)) <span class="sc">%&gt;%</span></span>
<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>GrLivArea, <span class="at">y=</span>SalePrice<span class="sc">/</span><span class="dv">1000</span>, <span class="at">text=</span>text)) <span class="sc">+</span></span>
<span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a>    <span class="fu">geom_point</span>(<span class="at">color=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">alpha=</span><span class="fl">0.8</span>) <span class="sc">+</span></span>
<span id="cb3-8"><a href="#cb3-8" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;Ground living area partially explains sale price of apartments&quot;</span>) <span class="sc">+</span></span>
<span id="cb3-9"><a href="#cb3-9" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb3-10"><a href="#cb3-10" tabindex="-1"></a>    <span class="fu">theme</span>(</span>
<span id="cb3-11"><a href="#cb3-11" tabindex="-1"></a>      <span class="at">plot.title =</span> <span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">12</span>)</span>
<span id="cb3-12"><a href="#cb3-12" tabindex="-1"></a>    ) <span class="sc">+</span></span>
<span id="cb3-13"><a href="#cb3-13" tabindex="-1"></a>    <span class="fu">ylab</span>(<span class="st">&#39;Sale price (k$)&#39;</span>) <span class="sc">+</span></span>
<span id="cb3-14"><a href="#cb3-14" tabindex="-1"></a>    <span class="fu">xlab</span>(<span class="st">&#39;Ground living area&#39;</span>)</span>
<span id="cb3-15"><a href="#cb3-15" tabindex="-1"></a></span>
<span id="cb3-16"><a href="#cb3-16" tabindex="-1"></a><span class="fu">ggplotly</span>(p, <span class="at">tooltip=</span><span class="st">&quot;text&quot;</span>)</span></code></pre></div>
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Number: 1<br />Location: New York<br />Any other information you need..","Apartment Number: 2<br />Location: New York<br />Any other information you need..","Apartment Number: 3<br />Location: New York<br />Any other information you need..","Apartment Number: 4<br />Location: New York<br />Any other information you need..","Apartment Number: 5<br />Location: New York<br />Any other information you need..","Apartment Number: 6<br />Location: New York<br />Any other information you need..","Apartment Number: 7<br />Location: New York<br />Any other information you need..","Apartment Number: 8<br />Location: New York<br />Any other information you need..","Apartment Number: 9<br />Location: New York<br />Any other information you need..","Apartment Number: 10<br />Location: New York<br />Any other information you need..","Apartment Number: 11<br />Location: New York<br />Any other information you need..","Apartment Number: 12<br />Location: New York<br />Any other information you need..","Apartment Number: 13<br />Location: New York<br />Any other information you need..","Apartment Number: 14<br />Location: New York<br />Any other information you need..","Apartment Number: 15<br />Location: New York<br />Any other information you need..","Apartment Number: 16<br />Location: New York<br />Any other information you need..","Apartment Number: 17<br />Location: New York<br />Any other information you need..","Apartment Number: 18<br />Location: New York<br />Any other information you need..","Apartment Number: 19<br />Location: New York<br />Any other information you need..","Apartment Number: 20<br />Location: New York<br />Any other information you need..","Apartment Number: 21<br />Location: New York<br />Any other information you need..","Apartment Number: 22<br />Location: New York<br />Any other information you need..","Apartment Number: 23<br />Location: New York<br />Any other information you need..","Apartment Number: 24<br />Location: New York<br />Any other information you need..","Apartment Number: 25<br />Location: New York<br />Any other information you need..","Apartment Number: 26<br />Location: New York<br />Any other information you need..","Apartment Number: 27<br />Location: New York<br />Any other information you need..","Apartment Number: 28<br />Location: New York<br />Any other information you need..","Apartment Number: 29<br />Location: New York<br />Any other information you need..","Apartment Number: 30<br />Location: New York<br />Any other information you need..","Apartment Number: 31<br />Location: New York<br />Any other information you need..","Apartment Number: 32<br />Location: New York<br />Any other information you need..","Apartment Number: 33<br />Location: New York<br />Any other information you need..","Apartment Number: 34<br />Location: New York<br />Any other information you need..","Apartment Number: 35<br />Location: New York<br />Any other information you need..","Apartment Number: 36<br />Location: New York<br />Any other information you need..","Apartment Number: 37<br />Location: New York<br />Any other information you need..","Apartment Number: 38<br />Location: New York<br />Any other information you need..","Apartment Number: 39<br />Location: New York<br />Any other information you need..","Apartment Number: 40<br />Location: New York<br />Any other information you need..","Apartment Number: 41<br />Location: New York<br />Any other information you need..","Apartment Number: 42<br />Location: New York<br />Any other information you need..","Apartment Number: 43<br />Location: New York<br />Any other information you need..","Apartment Number: 44<br />Location: New York<br />Any other information you need..","Apartment Number: 45<br />Location: New York<br />Any other information you need..","Apartment Number: 46<br />Location: New York<br />Any other information you need..","Apartment Number: 47<br />Location: New York<br />Any other information you need..","Apartment Number: 48<br />Location: New York<br />Any other information you need..","Apartment Number: 49<br />Location: New York<br />Any other information you need..","Apartment Number: 50<br />Location: New York<br />Any other information you need..","Apartment Number: 51<br />Location: New York<br />Any other information you need..","Apartment Number: 52<br />Location: New York<br />Any other information you need..","Apartment Number: 53<br />Location: New York<br />Any other information you need..","Apartment Number: 54<br />Location: New York<br />Any other information you need..","Apartment Number: 55<br />Location: New York<br />Any other information you need..","Apartment Number: 56<br />Location: New York<br />Any other information you need..","Apartment Number: 57<br />Location: New York<br />Any other information you need..","Apartment Number: 58<br />Location: New York<br />Any other information you need..","Apartment Number: 59<br />Location: New York<br />Any other information you need..","Apartment Number: 60<br />Location: New York<br />Any other information you need..","Apartment Number: 61<br />Location: New York<br />Any other information you need..","Apartment Number: 62<br />Location: New York<br />Any other information you need..","Apartment Number: 63<br />Location: New York<br />Any other information you need..","Apartment Number: 64<br />Location: New York<br />Any other information you need..","Apartment Number: 65<br />Location: New York<br />Any other information you need..","Apartment Number: 66<br />Location: New York<br />Any other information you need..","Apartment Number: 67<br />Location: New York<br />Any other information you need..","Apartment Number: 68<br />Location: New York<br />Any other information you need..","Apartment Number: 69<br />Location: New York<br />Any other information you need..","Apartment Number: 70<br />Location: New York<br />Any other information you need..","Apartment Number: 71<br />Location: New York<br />Any other information you need..","Apartment Number: 72<br />Location: New York<br />Any other information you need..","Apartment Number: 73<br />Location: New York<br />Any other information you need..","Apartment Number: 74<br />Location: New York<br />Any other information you need..","Apartment Number: 75<br />Location: New York<br />Any other information you need..","Apartment Number: 76<br />Location: New York<br />Any other information you need..","Apartment Number: 77<br />Location: New York<br />Any other information you need..","Apartment Number: 78<br />Location: New York<br />Any other information you need..","Apartment Number: 79<br />Location: New York<br />Any other information you need..","Apartment Number: 80<br />Location: New York<br />Any other information you need..","Apartment Number: 81<br />Location: New York<br />Any other information you need..","Apartment Number: 82<br />Location: New York<br />Any other information you need..","Apartment Number: 83<br />Location: New York<br />Any other information you need..","Apartment Number: 84<br />Location: New York<br />Any other information you need..","Apartment Number: 85<br />Location: New York<br />Any other information you need..","Apartment Number: 86<br />Location: New York<br />Any other information you need..","Apartment Number: 87<br />Location: New York<br />Any other information you need..","Apartment Number: 88<br />Location: New York<br />Any other information you need..","Apartment Number: 89<br />Location: New York<br />Any other information you need..","Apartment Number: 90<br />Location: New York<br />Any other information you need..","Apartment Number: 91<br />Location: New York<br />Any other information you need..","Apartment Number: 92<br />Location: New York<br />Any other information you need..","Apartment Number: 93<br />Location: New York<br />Any other information you need..","Apartment Number: 94<br />Location: New York<br />Any other information you need..","Apartment Number: 95<br />Location: New York<br />Any other information you need..","Apartment Number: 96<br />Location: New York<br />Any other information you need..","Apartment Number: 97<br />Location: New York<br />Any other information you need..","Apartment Number: 98<br />Location: New York<br />Any other information you need..","Apartment Number: 99<br />Location: New York<br />Any other information you need..","Apartment Number: 100<br />Location: New York<br />Any other information you need..","Apartment Number: 101<br />Location: New York<br />Any other information you need..","Apartment Number: 102<br />Location: New York<br />Any other information you need..","Apartment Number: 103<br />Location: New York<br />Any other information you need..","Apartment Number: 104<br />Location: New York<br />Any other information you need..","Apartment Number: 105<br />Location: New York<br />Any other information you need..","Apartment Number: 106<br />Location: New York<br />Any other information you need..","Apartment Number: 107<br />Location: New York<br />Any other information you need..","Apartment Number: 108<br />Location: New York<br />Any other information you need..","Apartment Number: 109<br />Location: New York<br />Any other information you need..","Apartment Number: 110<br />Location: New York<br />Any other information you need..","Apartment Number: 111<br />Location: New York<br />Any other information you need..","Apartment Number: 112<br />Location: New York<br />Any other information you need..","Apartment Number: 113<br />Location: New York<br />Any other information you need..","Apartment Number: 114<br />Location: New York<br />Any other information you need..","Apartment Number: 115<br />Location: New York<br />Any other information you need..","Apartment Number: 116<br />Location: New York<br />Any other information you need..","Apartment Number: 117<br />Location: New York<br />Any other information you need..","Apartment Number: 118<br />Location: New York<br />Any other information you need..","Apartment Number: 119<br />Location: New York<br />Any other information you need..","Apartment Number: 120<br />Location: New York<br />Any other information you need..","Apartment Number: 121<br />Location: New York<br />Any other information you need..","Apartment Number: 122<br />Location: New York<br />Any other information you need..","Apartment Number: 123<br />Location: New York<br />Any other information you need..","Apartment Number: 124<br />Location: New York<br />Any other information you need..","Apartment Number: 125<br />Location: New York<br />Any other information you need..","Apartment Number: 126<br />Location: New York<br />Any other information you need..","Apartment Number: 127<br />Location: New York<br />Any other information you need..","Apartment Number: 128<br />Location: New York<br />Any other information you need..","Apartment Number: 129<br />Location: New York<br />Any other information you need..","Apartment Number: 130<br />Location: New York<br />Any other information you need..","Apartment Number: 131<br />Location: New York<br />Any other information you need..","Apartment Number: 132<br />Location: New York<br />Any other information you need..","Apartment Number: 133<br />Location: New York<br />Any other information you need..","Apartment Number: 134<br />Location: New York<br />Any other information you need..","Apartment Number: 135<br />Location: New York<br />Any other information you need..","Apartment Number: 136<br />Location: New York<br />Any other information you need..","Apartment Number: 137<br />Location: New York<br />Any other information you need..","Apartment Number: 138<br />Location: New York<br />Any other information you need..","Apartment Number: 139<br />Location: New York<br />Any other information you need..","Apartment Number: 140<br />Location: New York<br />Any other information you need..","Apartment Number: 141<br />Location: New York<br />Any other information you need..","Apartment Number: 142<br />Location: New York<br />Any other information you need..","Apartment Number: 143<br />Location: New York<br />Any other information you need..","Apartment Number: 144<br />Location: New York<br />Any other information you need..","Apartment Number: 145<br />Location: New York<br />Any other information you need..","Apartment Number: 146<br />Location: New York<br />Any other information you need..","Apartment Number: 147<br />Location: New York<br />Any other information you need..","Apartment Number: 148<br />Location: New York<br />Any other information you need..","Apartment Number: 149<br />Location: New York<br />Any other information you need..","Apartment Number: 150<br />Location: New York<br />Any other information you need..","Apartment Number: 151<br />Location: New York<br />Any other information you need..","Apartment Number: 152<br />Location: New York<br />Any other information you need..","Apartment Number: 153<br />Location: New York<br />Any other information you need..","Apartment Number: 154<br />Location: New York<br />Any other information you need..","Apartment Number: 155<br />Location: New York<br />Any other information you need..","Apartment Number: 156<br />Location: New York<br />Any other information you need..","Apartment Number: 157<br />Location: New York<br />Any other information you need..","Apartment Number: 158<br />Location: New York<br />Any other information you need..","Apartment Number: 159<br />Location: New York<br />Any other information you need..","Apartment Number: 160<br />Location: New York<br />Any other information you need..","Apartment Number: 161<br />Location: New York<br />Any other information you need..","Apartment Number: 162<br />Location: New York<br />Any other information you need..","Apartment Number: 163<br />Location: New York<br />Any other information you need..","Apartment Number: 164<br />Location: New York<br />Any other information you need..","Apartment Number: 165<br />Location: New York<br />Any other information you need..","Apartment Number: 166<br />Location: New York<br />Any other information you need..","Apartment Number: 167<br />Location: New York<br />Any other information you need..","Apartment Number: 168<br />Location: New York<br />Any other information you need..","Apartment Number: 169<br />Location: New York<br />Any other information you need..","Apartment Number: 170<br />Location: New York<br />Any other information you need..","Apartment Number: 171<br />Location: New York<br />Any other information you need..","Apartment Number: 172<br />Location: New York<br />Any other information you need..","Apartment Number: 173<br />Location: New York<br />Any other information you need..","Apartment Number: 174<br />Location: New York<br />Any other information you need..","Apartment Number: 175<br />Location: New York<br />Any other information you need..","Apartment Number: 176<br />Location: New York<br />Any other information you need..","Apartment Number: 177<br />Location: New York<br />Any other information you need..","Apartment Number: 178<br />Location: New York<br />Any other information you need..","Apartment Number: 179<br />Location: New York<br />Any other information you need..","Apartment Number: 180<br />Location: New York<br />Any other information you need..","Apartment Number: 181<br />Location: New York<br />Any other information you need..","Apartment Number: 182<br />Location: New York<br />Any other information you need..","Apartment Number: 183<br />Location: New York<br />Any other information you need..","Apartment Number: 184<br />Location: New York<br />Any other information you need..","Apartment Number: 185<br />Location: New York<br />Any other information you need..","Apartment Number: 186<br />Location: New York<br />Any other information you need..","Apartment Number: 187<br />Location: New York<br />Any other information you need..","Apartment Number: 188<br />Location: New York<br />Any other information you need..","Apartment Number: 189<br />Location: New York<br />Any other information you need..","Apartment Number: 190<br />Location: New York<br />Any other information you need..","Apartment Number: 191<br />Location: New York<br />Any other information you need..","Apartment Number: 192<br />Location: New York<br />Any other information you need..","Apartment Number: 193<br />Location: New York<br />Any other information you need..","Apartment Number: 194<br />Location: New York<br />Any other information you need..","Apartment Number: 195<br />Location: New York<br />Any other information you need..","Apartment Number: 196<br />Location: New York<br />Any other information you need..","Apartment Number: 197<br />Location: New York<br />Any other information you need..","Apartment Number: 198<br />Location: New York<br />Any other information you need..","Apartment Number: 199<br />Location: New York<br />Any other information you need..","Apartment Number: 200<br />Location: New York<br />Any other information you need..","Apartment Number: 201<br />Location: New York<br />Any other information you need..","Apartment Number: 202<br />Location: New York<br />Any other information you need..","Apartment Number: 203<br />Location: New York<br />Any other information you need..","Apartment Number: 204<br />Location: New York<br />Any other information you need..","Apartment Number: 205<br />Location: New York<br />Any other information you need..","Apartment Number: 206<br />Location: New York<br />Any other information you need..","Apartment Number: 207<br />Location: New York<br />Any other information you need..","Apartment Number: 208<br />Location: New York<br />Any other information you need..","Apartment Number: 209<br />Location: New York<br />Any other information you need..","Apartment Number: 210<br />Location: New York<br />Any other information you need..","Apartment Number: 211<br />Location: New York<br />Any other information you need..","Apartment Number: 212<br />Location: New York<br />Any other information you need..","Apartment Number: 213<br />Location: New York<br />Any other information you need..","Apartment Number: 214<br />Location: New York<br />Any other information you need..","Apartment Number: 215<br />Location: New York<br />Any other information you need..","Apartment Number: 216<br />Location: New York<br />Any other information you need..","Apartment Number: 217<br />Location: New York<br />Any other information you need..","Apartment Number: 218<br />Location: New York<br />Any other information you need..","Apartment Number: 219<br />Location: New York<br />Any other information you need..","Apartment Number: 220<br />Location: New York<br />Any other information you need..","Apartment Number: 221<br />Location: New York<br />Any other information you need..","Apartment Number: 222<br />Location: New York<br />Any other information you need..","Apartment Number: 223<br />Location: New York<br />Any other information you need..","Apartment Number: 224<br />Location: New York<br />Any other information you need..","Apartment Number: 225<br />Location: New York<br />Any other information you need..","Apartment Number: 226<br />Location: New York<br />Any other information you need..","Apartment Number: 227<br />Location: New York<br />Any other information you need..","Apartment Number: 228<br />Location: New York<br />Any other information you need..","Apartment Number: 229<br />Location: New York<br />Any other information you need..","Apartment Number: 230<br />Location: New York<br />Any other information you need..","Apartment Number: 231<br />Location: New York<br />Any other information you need..","Apartment Number: 232<br />Location: New York<br />Any other information you need..","Apartment Number: 233<br />Location: New York<br />Any other information you need..","Apartment Number: 234<br />Location: New York<br />Any other information you need..","Apartment Number: 235<br />Location: New York<br />Any other information you need..","Apartment Number: 236<br />Location: New York<br />Any other information you need..","Apartment Number: 237<br />Location: New York<br />Any other information you need..","Apartment Number: 238<br />Location: New York<br />Any other information you need..","Apartment Number: 239<br />Location: New York<br />Any other information you need..","Apartment Number: 240<br />Location: New York<br />Any other information you need..","Apartment Number: 241<br />Location: New York<br />Any other information you need..","Apartment Number: 242<br />Location: New York<br />Any other information you need..","Apartment Number: 243<br />Location: New York<br />Any other information you need..","Apartment Number: 244<br />Location: New York<br />Any other information you need..","Apartment Number: 245<br />Location: New York<br />Any other information you need..","Apartment Number: 246<br />Location: New York<br />Any other information you need..","Apartment Number: 247<br />Location: New York<br />Any other information you need..","Apartment Number: 248<br />Location: New York<br />Any other information you need..","Apartment Number: 249<br />Location: New York<br />Any other information you need..","Apartment Number: 250<br />Location: New York<br />Any other information you need..","Apartment Number: 251<br />Location: New York<br />Any other information you need..","Apartment Number: 252<br />Location: New York<br />Any other information you need..","Apartment Number: 253<br />Location: New York<br />Any other information you need..","Apartment Number: 254<br />Location: New York<br />Any other information you need..","Apartment Number: 255<br />Location: New York<br />Any other information you need..","Apartment Number: 256<br />Location: New York<br />Any other information you need..","Apartment Number: 257<br />Location: New York<br />Any other information you need..","Apartment Number: 258<br />Location: New York<br />Any other information you need..","Apartment Number: 259<br />Location: New York<br />Any other information you need..","Apartment Number: 260<br />Location: New York<br />Any other information you need..","Apartment Number: 261<br />Location: New York<br />Any other information you need..","Apartment Number: 262<br />Location: New York<br />Any other information you need..","Apartment Number: 263<br />Location: New York<br />Any other information you need..","Apartment Number: 264<br />Location: New York<br />Any other information you need..","Apartment Number: 265<br />Location: New York<br />Any other information you need..","Apartment Number: 266<br />Location: New York<br />Any other information you need..","Apartment Number: 267<br />Location: New York<br />Any other information you need..","Apartment Number: 268<br />Location: New York<br />Any other information you need..","Apartment Number: 269<br />Location: New York<br />Any other information you need..","Apartment Number: 270<br />Location: New York<br />Any other information you need..","Apartment Number: 271<br />Location: New York<br />Any other information you need..","Apartment Number: 272<br />Location: New York<br />Any other information you need..","Apartment Number: 273<br />Location: New York<br />Any other information you need..","Apartment Number: 274<br />Location: New York<br />Any other information you need..","Apartment Number: 275<br />Location: New York<br />Any other information you need..","Apartment Number: 276<br />Location: New York<br />Any other information you need..","Apartment Number: 277<br />Location: New York<br />Any other information you need..","Apartment Number: 278<br />Location: New York<br />Any other information you need..","Apartment Number: 279<br />Location: New York<br />Any other information you need..","Apartment Number: 280<br />Location: New York<br />Any other information you need..","Apartment Number: 281<br />Location: New York<br />Any other information you need..","Apartment Number: 282<br />Location: New York<br />Any other information you need..","Apartment Number: 283<br />Location: New York<br />Any other information you need..","Apartment Number: 284<br />Location: New York<br />Any other information you need..","Apartment Number: 285<br />Location: New York<br />Any other information you need..","Apartment Number: 286<br />Location: New York<br />Any other information you need..","Apartment Number: 287<br />Location: New York<br />Any other information you need..","Apartment Number: 288<br />Location: New York<br />Any other information you need..","Apartment Number: 289<br />Location: New York<br />Any other information you need..","Apartment Number: 290<br />Location: New York<br />Any other information you need..","Apartment Number: 291<br />Location: New York<br />Any other information you need..","Apartment Number: 292<br />Location: New York<br />Any other information you need..","Apartment Number: 293<br />Location: New York<br />Any other information you need..","Apartment Number: 294<br />Location: New York<br />Any other information you need..","Apartment Number: 295<br />Location: New York<br />Any other information you need..","Apartment Number: 296<br />Location: New York<br />Any other information you need..","Apartment Number: 297<br />Location: New York<br />Any other information you need..","Apartment Number: 298<br />Location: New York<br />Any other information you need..","Apartment Number: 299<br />Location: New York<br />Any other information you need..","Apartment Number: 300<br />Location: New York<br />Any other information you need..","Apartment Number: 301<br />Location: New York<br />Any other information you need..","Apartment Number: 302<br />Location: New York<br />Any other information you need..","Apartment Number: 303<br />Location: New York<br />Any other information you need..","Apartment Number: 304<br />Location: New York<br />Any other information you need..","Apartment Number: 305<br />Location: New York<br />Any other information you need..","Apartment Number: 306<br />Location: New York<br />Any other information you need..","Apartment Number: 307<br />Location: New York<br />Any other information you need..","Apartment Number: 308<br />Location: New York<br />Any other information you need..","Apartment Number: 309<br />Location: New York<br />Any other information you need..","Apartment Number: 310<br />Location: New York<br />Any other information you need..","Apartment Number: 311<br />Location: New York<br />Any other information you need..","Apartment Number: 312<br />Location: New York<br />Any other information you need..","Apartment Number: 313<br />Location: New York<br />Any other information you need..","Apartment Number: 314<br />Location: New York<br />Any other information you need..","Apartment Number: 315<br />Location: New York<br />Any other information you need..","Apartment Number: 316<br />Location: New York<br />Any other information you need..","Apartment Number: 317<br />Location: New York<br />Any other information you need..","Apartment Number: 318<br />Location: New York<br />Any other information you need..","Apartment Number: 319<br />Location: New York<br />Any other information you need..","Apartment Number: 320<br />Location: New York<br />Any other information you need..","Apartment Number: 321<br />Location: New York<br />Any other information you need..","Apartment Number: 322<br />Location: New York<br />Any other information you need..","Apartment Number: 323<br />Location: New York<br />Any other information you need..","Apartment Number: 324<br />Location: New York<br />Any other information you need..","Apartment Number: 325<br />Location: New York<br />Any other information you need..","Apartment Number: 326<br />Location: New York<br />Any other information you need..","Apartment Number: 327<br />Location: New York<br />Any other information you need..","Apartment Number: 328<br />Location: New York<br />Any other information you need..","Apartment Number: 329<br />Location: New York<br />Any other information you need..","Apartment Number: 330<br />Location: New York<br />Any other information you need..","Apartment Number: 331<br />Location: New York<br />Any other information you need..","Apartment Number: 332<br />Location: New York<br />Any other information you need..","Apartment Number: 333<br />Location: New York<br />Any other information you need..","Apartment Number: 334<br />Location: New York<br />Any other information you need..","Apartment Number: 335<br />Location: New York<br />Any other information you need..","Apartment Number: 336<br />Location: New York<br />Any other information you need..","Apartment Number: 337<br />Location: New York<br />Any other information you need..","Apartment Number: 338<br />Location: New York<br />Any other information you need..","Apartment Number: 339<br />Location: New York<br />Any other information you need..","Apartment Number: 340<br />Location: New York<br />Any other information you need..","Apartment Number: 341<br />Location: New York<br />Any other information you need..","Apartment Number: 342<br />Location: New York<br />Any other information you need..","Apartment Number: 343<br />Location: New York<br />Any other information you need..","Apartment Number: 344<br />Location: New York<br />Any other information you need..","Apartment Number: 345<br />Location: New York<br />Any other information you need..","Apartment Number: 346<br />Location: New York<br />Any other information you need..","Apartment Number: 347<br />Location: New York<br />Any other information you need..","Apartment Number: 348<br />Location: New York<br />Any other information you need..","Apartment Number: 349<br />Location: New York<br />Any other information you need..","Apartment Number: 350<br />Location: New York<br />Any other information you need..","Apartment Number: 351<br />Location: New York<br />Any other information you need..","Apartment Number: 352<br />Location: New York<br />Any other information you need..","Apartment Number: 353<br />Location: New York<br />Any other information you need..","Apartment Number: 354<br />Location: New York<br />Any other information you need..","Apartment Number: 355<br />Location: New York<br />Any other information you need..","Apartment Number: 356<br />Location: New York<br />Any other information you need..","Apartment Number: 357<br />Location: New York<br />Any other information you need..","Apartment Number: 358<br />Location: New York<br />Any other information you need..","Apartment Number: 359<br />Location: New York<br />Any other information you need..","Apartment Number: 360<br />Location: New York<br />Any other information you need..","Apartment Number: 361<br />Location: New York<br />Any other information you need..","Apartment Number: 362<br />Location: New York<br />Any other information you need..","Apartment Number: 363<br />Location: New York<br />Any other information you need..","Apartment Number: 364<br />Location: New York<br />Any other information you need..","Apartment Number: 365<br />Location: New York<br />Any other information you need..","Apartment Number: 366<br />Location: New York<br />Any other information you need..","Apartment Number: 367<br />Location: New York<br />Any other information you need..","Apartment Number: 368<br />Location: New York<br />Any other information you need..","Apartment Number: 369<br />Location: New York<br />Any other information you need..","Apartment Number: 370<br />Location: New York<br />Any other information you need..","Apartment Number: 371<br />Location: New York<br />Any other information you need..","Apartment Number: 372<br />Location: New York<br />Any other information you need..","Apartment Number: 373<br />Location: New York<br />Any other information you need..","Apartment Number: 374<br />Location: New York<br />Any other information you need..","Apartment Number: 375<br />Location: New York<br />Any other information you need..","Apartment Number: 376<br />Location: New York<br />Any other information you need..","Apartment Number: 377<br />Location: New York<br />Any other information you need..","Apartment Number: 378<br />Location: New York<br />Any other information you need..","Apartment Number: 379<br />Location: New York<br />Any other information you need..","Apartment Number: 380<br />Location: New York<br />Any other information you need..","Apartment Number: 381<br />Location: New York<br />Any other information you need..","Apartment Number: 382<br />Location: New York<br />Any other information you need..","Apartment Number: 383<br />Location: New York<br />Any other information you need..","Apartment Number: 384<br />Location: New York<br />Any other information you need..","Apartment Number: 385<br />Location: New York<br />Any other information you need..","Apartment Number: 386<br />Location: New York<br />Any other information you need..","Apartment Number: 387<br />Location: New York<br />Any other information you need..","Apartment Number: 388<br />Location: New York<br />Any other information you need..","Apartment Number: 389<br />Location: New York<br />Any other information you need..","Apartment Number: 390<br />Location: New York<br />Any other information you need..","Apartment Number: 391<br />Location: New York<br />Any other information you need..","Apartment Number: 392<br />Location: New York<br />Any other information you need..","Apartment Number: 393<br />Location: New York<br />Any other information you need..","Apartment Number: 394<br />Location: New York<br />Any other information you need..","Apartment Number: 395<br />Location: New York<br />Any other information you need..","Apartment Number: 396<br />Location: New York<br />Any other information you need..","Apartment Number: 397<br />Location: New York<br />Any other information you need..","Apartment Number: 398<br />Location: New York<br />Any other information you need..","Apartment Number: 399<br />Location: New York<br />Any other information you need..","Apartment Number: 400<br />Location: New York<br />Any other information you need..","Apartment Number: 401<br />Location: New York<br />Any other information you need..","Apartment Number: 402<br />Location: New York<br />Any other information you need..","Apartment Number: 403<br />Location: New York<br />Any other information you need..","Apartment Number: 404<br />Location: New York<br />Any other information you need..","Apartment Number: 405<br />Location: New York<br />Any other information you need..","Apartment Number: 406<br />Location: New York<br />Any other information you need..","Apartment Number: 407<br />Location: New York<br />Any other information you need..","Apartment Number: 408<br />Location: New York<br />Any other information you need..","Apartment Number: 409<br />Location: New York<br />Any other information you need..","Apartment Number: 410<br />Location: New York<br />Any other information you need..","Apartment Number: 411<br />Location: New York<br />Any other information you need..","Apartment Number: 412<br />Location: New York<br />Any other information you need..","Apartment Number: 413<br />Location: New York<br />Any other information you need..","Apartment Number: 414<br />Location: New York<br />Any other information you need..","Apartment Number: 415<br />Location: New York<br />Any other information you need..","Apartment Number: 416<br />Location: New York<br />Any other information you need..","Apartment Number: 417<br />Location: New York<br />Any other information you need..","Apartment Number: 418<br />Location: New York<br />Any other information you need..","Apartment Number: 419<br />Location: New York<br />Any other information you need..","Apartment Number: 420<br />Location: New York<br />Any other information you need..","Apartment Number: 421<br />Location: New York<br />Any other information you need..","Apartment Number: 422<br />Location: New York<br />Any other information you need..","Apartment Number: 423<br />Location: New York<br />Any other information you need..","Apartment Number: 424<br />Location: New York<br />Any other information you need..","Apartment Number: 425<br />Location: New York<br />Any other information you need..","Apartment Number: 426<br />Location: New York<br />Any other information you need..","Apartment Number: 427<br />Location: New York<br />Any other information you need..","Apartment Number: 428<br />Location: New York<br />Any other information you need..","Apartment Number: 429<br />Location: New York<br />Any other information you need..","Apartment Number: 430<br />Location: New York<br />Any other information you need..","Apartment Number: 431<br />Location: New York<br />Any other information you need..","Apartment Number: 432<br />Location: New York<br />Any other information you need..","Apartment Number: 433<br />Location: New York<br />Any other information you need..","Apartment Number: 434<br />Location: New York<br />Any other information you need..","Apartment Number: 435<br />Location: New York<br />Any other information you need..","Apartment Number: 436<br />Location: New York<br />Any other information you need..","Apartment Number: 437<br />Location: New York<br />Any other information you need..","Apartment Number: 438<br />Location: New York<br />Any other information you need..","Apartment Number: 439<br />Location: New York<br />Any other information you need..","Apartment Number: 440<br />Location: New York<br />Any other information you need..","Apartment Number: 441<br />Location: New York<br />Any other information you need..","Apartment Number: 442<br />Location: New York<br />Any other information you need..","Apartment Number: 443<br />Location: New York<br />Any other information you need..","Apartment Number: 444<br />Location: New York<br />Any other information you need..","Apartment Number: 445<br />Location: New York<br />Any other information you need..","Apartment Number: 446<br />Location: New York<br />Any other information you need..","Apartment Number: 447<br />Location: New York<br />Any other information you need..","Apartment Number: 448<br />Location: New York<br />Any other information you need..","Apartment Number: 449<br />Location: New York<br />Any other information you need..","Apartment Number: 450<br />Location: New York<br />Any other information you need..","Apartment Number: 451<br />Location: New York<br />Any other information you need..","Apartment Number: 452<br />Location: New York<br />Any other information you need..","Apartment Number: 453<br />Location: New York<br />Any other information you need..","Apartment Number: 454<br />Location: New York<br />Any other information you need..","Apartment Number: 455<br />Location: New York<br />Any other information you need..","Apartment Number: 456<br />Location: New York<br />Any other information you need..","Apartment Number: 457<br />Location: New York<br />Any other information you need..","Apartment Number: 458<br />Location: New York<br />Any other information you need..","Apartment Number: 459<br />Location: New York<br />Any other information you need..","Apartment Number: 460<br />Location: New York<br />Any other information you need..","Apartment Number: 461<br />Location: New York<br />Any other information you need..","Apartment Number: 462<br />Location: New York<br />Any other information you need..","Apartment Number: 463<br />Location: New York<br />Any other information you need..","Apartment Number: 464<br />Location: New York<br />Any other information you need..","Apartment Number: 465<br />Location: New York<br />Any other information you need..","Apartment Number: 466<br />Location: New York<br />Any other information you need..","Apartment Number: 467<br />Location: New York<br />Any other information you need..","Apartment Number: 468<br />Location: New York<br />Any other information you need..","Apartment Number: 469<br />Location: New York<br />Any other information you need..","Apartment Number: 470<br />Location: New York<br />Any other information you need..","Apartment Number: 471<br />Location: New York<br />Any other information you need..","Apartment Number: 472<br />Location: New York<br />Any other information you need..","Apartment Number: 473<br />Location: New York<br />Any other information you need..","Apartment Number: 474<br />Location: New York<br />Any other information you need..","Apartment Number: 475<br />Location: New York<br />Any other information you need..","Apartment Number: 476<br />Location: New York<br />Any other information you need..","Apartment Number: 477<br />Location: New York<br />Any other information you need..","Apartment Number: 478<br />Location: New York<br />Any other information you need..","Apartment Number: 479<br />Location: New York<br />Any other information you need..","Apartment Number: 480<br />Location: New York<br />Any other information you need..","Apartment Number: 481<br />Location: New York<br />Any other information you need..","Apartment Number: 482<br />Location: New York<br />Any other information you need..","Apartment Number: 483<br />Location: New York<br />Any other information you need..","Apartment Number: 484<br />Location: New York<br />Any other information you need..","Apartment Number: 485<br />Location: New York<br />Any other information you need..","Apartment Number: 486<br />Location: New York<br />Any other information you need..","Apartment Number: 487<br />Location: New York<br />Any other information you need..","Apartment Number: 488<br />Location: New York<br />Any other information you need..","Apartment Number: 489<br />Location: New York<br />Any other information you need..","Apartment Number: 490<br />Location: New York<br />Any other information you need..","Apartment Number: 491<br />Location: New York<br />Any other information you need..","Apartment Number: 492<br />Location: New York<br />Any other information you need..","Apartment Number: 493<br />Location: New York<br />Any other information you need..","Apartment Number: 494<br />Location: New York<br />Any other information you need..","Apartment Number: 495<br />Location: New York<br />Any other information you need..","Apartment Number: 496<br />Location: New York<br />Any other information you need..","Apartment Number: 497<br />Location: New York<br />Any other information you need..","Apartment Number: 498<br />Location: New York<br />Any other information you need..","Apartment Number: 499<br />Location: New York<br />Any other information you need..","Apartment Number: 500<br />Location: New York<br />Any other information you need..","Apartment Number: 501<br />Location: New York<br />Any other information you need..","Apartment Number: 502<br />Location: New York<br />Any other information you need..","Apartment Number: 503<br />Location: New York<br />Any other information you need..","Apartment Number: 504<br />Location: New York<br />Any other information you need..","Apartment Number: 505<br />Location: New York<br />Any other information you need..","Apartment Number: 506<br />Location: New York<br />Any other information you need..","Apartment Number: 507<br />Location: New York<br />Any other information you need..","Apartment Number: 508<br />Location: New York<br />Any other information you need..","Apartment Number: 509<br />Location: New York<br />Any other information you need..","Apartment Number: 510<br />Location: New York<br />Any other information you need..","Apartment Number: 511<br />Location: New York<br />Any other information you need..","Apartment Number: 512<br />Location: New York<br />Any other information you need..","Apartment Number: 513<br />Location: New York<br />Any other information you need..","Apartment Number: 514<br />Location: New York<br />Any other information you need..","Apartment Number: 515<br />Location: New York<br />Any other information you need..","Apartment Number: 516<br />Location: New York<br />Any other information you need..","Apartment Number: 517<br />Location: New York<br />Any other information you need..","Apartment Number: 518<br />Location: New York<br />Any other information you need..","Apartment Number: 519<br />Location: New York<br />Any other information you need..","Apartment Number: 520<br />Location: New York<br />Any other information you need..","Apartment Number: 521<br />Location: New York<br />Any other information you need..","Apartment Number: 522<br />Location: New York<br />Any other information you need..","Apartment Number: 523<br />Location: New York<br />Any other information you need..","Apartment Number: 524<br />Location: New York<br />Any other information you need..","Apartment Number: 525<br />Location: New York<br />Any other information you need..","Apartment Number: 526<br />Location: New York<br />Any other information you need..","Apartment Number: 527<br />Location: New York<br />Any other information you need..","Apartment Number: 528<br />Location: New York<br />Any other information you need..","Apartment Number: 529<br />Location: New York<br />Any other information you need..","Apartment Number: 530<br />Location: New York<br />Any other information you need..","Apartment Number: 531<br />Location: New York<br />Any other information you need..","Apartment Number: 532<br />Location: New York<br />Any other information you need..","Apartment Number: 533<br />Location: New York<br />Any other information you need..","Apartment Number: 534<br />Location: New York<br />Any other information you need..","Apartment Number: 535<br />Location: New York<br />Any other information you need..","Apartment Number: 536<br />Location: New York<br />Any other information you need..","Apartment Number: 537<br />Location: New York<br />Any other information you need..","Apartment Number: 538<br />Location: New York<br />Any other information you need..","Apartment Number: 539<br />Location: New York<br />Any other information you need..","Apartment Number: 540<br />Location: New York<br />Any other information you need..","Apartment Number: 541<br />Location: New York<br />Any other information you need..","Apartment Number: 542<br />Location: New York<br />Any other information you need..","Apartment Number: 543<br />Location: New York<br />Any other information you need..","Apartment Number: 544<br />Location: New York<br />Any other information you need..","Apartment Number: 545<br />Location: New York<br />Any other information you need..","Apartment Number: 546<br />Location: New York<br />Any other information you need..","Apartment Number: 547<br />Location: New York<br />Any other information you need..","Apartment Number: 548<br />Location: New York<br />Any other information you need..","Apartment Number: 549<br />Location: New York<br />Any other information you need..","Apartment Number: 550<br />Location: New York<br />Any other information you need..","Apartment Number: 551<br />Location: New York<br />Any other information you need..","Apartment Number: 552<br />Location: New York<br />Any other information you need..","Apartment Number: 553<br />Location: New York<br />Any other information you need..","Apartment Number: 554<br />Location: New York<br />Any other information you need..","Apartment Number: 555<br />Location: New York<br />Any other information you need..","Apartment Number: 556<br />Location: New York<br />Any other information you need..","Apartment Number: 557<br />Location: New York<br />Any other information you need..","Apartment Number: 558<br />Location: New York<br />Any other information you need..","Apartment Number: 559<br />Location: New York<br />Any other information you need..","Apartment Number: 560<br />Location: New York<br />Any other information you need..","Apartment Number: 561<br />Location: New York<br />Any other information you need..","Apartment Number: 562<br />Location: New York<br />Any other information you need..","Apartment Number: 563<br />Location: New York<br />Any other information you need..","Apartment Number: 564<br />Location: New York<br />Any other information you need..","Apartment Number: 565<br />Location: New York<br />Any other information you need..","Apartment Number: 566<br />Location: New York<br />Any other information you need..","Apartment Number: 567<br />Location: New York<br />Any other information you need..","Apartment Number: 568<br />Location: New York<br />Any other information you need..","Apartment Number: 569<br />Location: New York<br />Any other information you need..","Apartment Number: 570<br />Location: New York<br />Any other information you need..","Apartment Number: 571<br />Location: New York<br />Any other information you need..","Apartment Number: 572<br />Location: New York<br />Any other information you need..","Apartment Number: 573<br />Location: New York<br />Any other information you need..","Apartment Number: 574<br />Location: New York<br />Any other information you need..","Apartment Number: 575<br />Location: New York<br />Any other information you need..","Apartment Number: 576<br />Location: New York<br />Any other information you need..","Apartment Number: 577<br />Location: New York<br />Any other information you need..","Apartment Number: 578<br />Location: New York<br />Any other information you need..","Apartment Number: 579<br />Location: New York<br />Any other information you need..","Apartment Number: 580<br />Location: New York<br />Any other information you need..","Apartment Number: 581<br />Location: New York<br />Any other information you need..","Apartment Number: 582<br />Location: New York<br />Any other information you need..","Apartment Number: 583<br />Location: New York<br />Any other information you need..","Apartment Number: 584<br />Location: New York<br />Any other information you need..","Apartment Number: 585<br />Location: New York<br />Any other information you need..","Apartment Number: 586<br />Location: New York<br />Any other information you need..","Apartment Number: 587<br />Location: New York<br />Any other information you need..","Apartment Number: 588<br />Location: New York<br />Any other information you need..","Apartment Number: 589<br />Location: New York<br />Any other information you need..","Apartment Number: 590<br />Location: New York<br />Any other information you need..","Apartment Number: 591<br />Location: New York<br />Any other information you need..","Apartment Number: 592<br />Location: New York<br />Any other information you need..","Apartment Number: 593<br />Location: New York<br />Any other information you need..","Apartment Number: 594<br />Location: New York<br />Any other information you need..","Apartment Number: 595<br />Location: New York<br />Any other information you need..","Apartment Number: 596<br />Location: New York<br />Any other information you need..","Apartment Number: 597<br />Location: New York<br />Any other information you need..","Apartment Number: 598<br />Location: New York<br />Any other information you need..","Apartment Number: 599<br />Location: New York<br />Any other information you need..","Apartment Number: 600<br />Location: New York<br />Any other information you need..","Apartment Number: 601<br />Location: New York<br />Any other information you need..","Apartment Number: 602<br />Location: New York<br />Any other information you need..","Apartment Number: 603<br />Location: New York<br />Any other information you need..","Apartment Number: 604<br />Location: New York<br />Any other information you need..","Apartment Number: 605<br />Location: New York<br />Any other information you need..","Apartment Number: 606<br />Location: New York<br />Any other information you need..","Apartment Number: 607<br />Location: New York<br />Any other information you need..","Apartment Number: 608<br />Location: New York<br />Any other information you need..","Apartment Number: 609<br />Location: New York<br />Any other information you need..","Apartment Number: 610<br />Location: New York<br />Any other information you need..","Apartment Number: 611<br />Location: New York<br />Any other information you need..","Apartment Number: 612<br />Location: New York<br />Any other information you need..","Apartment Number: 613<br />Location: New York<br />Any other information you need..","Apartment Number: 614<br />Location: New York<br />Any other information you need..","Apartment Number: 615<br />Location: New York<br />Any other information you need..","Apartment Number: 616<br />Location: New York<br />Any other information you need..","Apartment Number: 617<br />Location: New York<br />Any other information you need..","Apartment Number: 618<br />Location: New York<br />Any other information you need..","Apartment Number: 619<br />Location: New York<br />Any other information you need..","Apartment Number: 620<br />Location: New York<br />Any other information you need..","Apartment Number: 621<br />Location: New York<br />Any other information you need..","Apartment Number: 622<br />Location: New York<br />Any other information you need..","Apartment Number: 623<br />Location: New York<br />Any other information you need..","Apartment Number: 624<br />Location: New York<br />Any other information you need..","Apartment Number: 625<br />Location: New York<br />Any other information you need..","Apartment Number: 626<br />Location: New York<br />Any other information you need..","Apartment Number: 627<br />Location: New York<br />Any other information you need..","Apartment Number: 628<br />Location: New York<br />Any other information you need..","Apartment Number: 629<br />Location: New York<br />Any other information you need..","Apartment Number: 630<br />Location: New York<br />Any other information you need..","Apartment Number: 631<br />Location: New York<br />Any other information you need..","Apartment Number: 632<br />Location: New York<br />Any other information you need..","Apartment Number: 633<br />Location: New York<br />Any other information you need..","Apartment Number: 634<br />Location: New York<br />Any other information you need..","Apartment Number: 635<br />Location: New York<br />Any other information you need..","Apartment Number: 636<br />Location: New York<br />Any other information you need..","Apartment Number: 637<br />Location: New York<br />Any other information you need..","Apartment Number: 638<br />Location: New York<br />Any other information you need..","Apartment Number: 639<br />Location: New York<br />Any other information you need..","Apartment Number: 640<br />Location: New York<br />Any other information you need..","Apartment Number: 641<br />Location: New York<br />Any other information you need..","Apartment Number: 642<br />Location: New York<br />Any other information you need..","Apartment Number: 643<br />Location: New York<br />Any other information you need..","Apartment Number: 644<br />Location: New York<br />Any other information you need..","Apartment Number: 645<br />Location: New York<br />Any other information you need..","Apartment Number: 646<br />Location: New York<br />Any other information you need..","Apartment Number: 647<br />Location: New York<br />Any other information you need..","Apartment Number: 648<br />Location: New York<br />Any other information you need..","Apartment Number: 649<br />Location: New York<br />Any other information you need..","Apartment Number: 650<br />Location: New York<br />Any other information you need..","Apartment Number: 651<br />Location: New York<br />Any other information you need..","Apartment Number: 652<br />Location: New York<br />Any other information you need..","Apartment Number: 653<br />Location: New York<br />Any other information you need..","Apartment Number: 654<br />Location: New York<br />Any other information you need..","Apartment Number: 655<br />Location: New York<br />Any other information you need..","Apartment Number: 656<br />Location: New York<br />Any other information you need..","Apartment Number: 657<br />Location: New York<br />Any other information you need..","Apartment Number: 658<br />Location: New York<br />Any other information you need..","Apartment Number: 659<br />Location: New York<br />Any other information you need..","Apartment Number: 660<br />Location: New York<br />Any other information you need..","Apartment Number: 661<br />Location: New York<br />Any other information you need..","Apartment Number: 662<br />Location: New York<br />Any other information you need..","Apartment Number: 663<br />Location: New York<br />Any other information you need..","Apartment Number: 664<br />Location: New York<br />Any other information you need..","Apartment Number: 665<br />Location: New York<br />Any other information you need..","Apartment Number: 666<br />Location: New York<br />Any other information you need..","Apartment Number: 667<br />Location: New York<br />Any other information you need..","Apartment Number: 668<br />Location: New York<br />Any other information you need..","Apartment Number: 669<br />Location: New York<br />Any other information you need..","Apartment Number: 670<br />Location: New York<br />Any other information you need..","Apartment Number: 671<br />Location: New York<br />Any other information you need..","Apartment Number: 672<br />Location: New York<br />Any other information you need..","Apartment Number: 673<br />Location: New York<br />Any other information you need..","Apartment Number: 674<br />Location: New York<br />Any other information you need..","Apartment Number: 675<br />Location: New York<br />Any other information you need..","Apartment Number: 676<br />Location: New York<br />Any other information you need..","Apartment Number: 677<br />Location: New York<br />Any other information you need..","Apartment Number: 678<br />Location: New York<br />Any other information you need..","Apartment Number: 679<br />Location: New York<br />Any other information you need..","Apartment Number: 680<br />Location: New York<br />Any other information you need..","Apartment Number: 681<br />Location: New York<br />Any other information you need..","Apartment Number: 682<br />Location: New York<br />Any other information you need..","Apartment Number: 683<br />Location: New York<br />Any other information you need..","Apartment Number: 684<br />Location: New York<br />Any other information you need..","Apartment Number: 685<br />Location: New York<br />Any other information you need..","Apartment Number: 686<br />Location: New York<br />Any other information you need..","Apartment Number: 687<br />Location: New York<br />Any other information you need..","Apartment Number: 688<br />Location: New York<br />Any other information you need..","Apartment Number: 689<br />Location: New York<br />Any other information you need..","Apartment Number: 690<br />Location: New York<br />Any other information you need..","Apartment Number: 691<br />Location: New York<br />Any other information you need..","Apartment Number: 692<br />Location: New York<br />Any other information you need..","Apartment Number: 693<br />Location: New York<br />Any other information you need..","Apartment Number: 694<br />Location: New York<br />Any other information you need..","Apartment Number: 695<br />Location: New York<br />Any other information you need..","Apartment Number: 696<br />Location: New York<br />Any other information you need..","Apartment Number: 697<br />Location: New York<br />Any other information you need..","Apartment Number: 698<br />Location: New York<br />Any other information you need..","Apartment Number: 699<br />Location: New York<br />Any other information you need..","Apartment Number: 700<br />Location: New York<br />Any other information you need..","Apartment Number: 701<br />Location: New York<br />Any other information you need..","Apartment Number: 702<br />Location: New York<br />Any other information you need..","Apartment Number: 703<br />Location: New York<br />Any other information you need..","Apartment Number: 704<br />Location: New York<br />Any other information you need..","Apartment Number: 705<br />Location: New York<br />Any other information you need..","Apartment Number: 706<br />Location: New York<br />Any other information you need..","Apartment Number: 707<br />Location: New York<br />Any other information you need..","Apartment Number: 708<br />Location: New York<br />Any other information you need..","Apartment Number: 709<br />Location: New York<br />Any other information you need..","Apartment Number: 710<br />Location: New York<br />Any other information you need..","Apartment Number: 711<br />Location: New York<br />Any other information you need..","Apartment Number: 712<br />Location: New York<br />Any other information you need..","Apartment Number: 713<br />Location: New York<br />Any other information you need..","Apartment Number: 714<br />Location: New York<br />Any other information you need..","Apartment Number: 715<br />Location: New York<br />Any other information you need..","Apartment Number: 716<br />Location: New York<br />Any other information you need..","Apartment Number: 717<br />Location: New York<br />Any other information you need..","Apartment Number: 718<br />Location: New York<br />Any other information you need..","Apartment Number: 719<br />Location: New York<br />Any other information you need..","Apartment Number: 720<br />Location: New York<br />Any other information you need..","Apartment Number: 721<br />Location: New York<br />Any other information you need..","Apartment Number: 722<br />Location: New York<br />Any other information you need..","Apartment Number: 723<br />Location: New York<br />Any other information you need..","Apartment Number: 724<br />Location: New York<br />Any other information you need..","Apartment Number: 725<br />Location: New York<br />Any other information you need..","Apartment Number: 726<br />Location: New York<br />Any other information you need..","Apartment Number: 727<br />Location: New York<br />Any other information you need..","Apartment Number: 728<br />Location: New York<br />Any other information you need..","Apartment Number: 729<br />Location: New York<br />Any other information you need..","Apartment Number: 730<br />Location: New York<br />Any other information you need..","Apartment Number: 731<br />Location: New York<br />Any other information you need..","Apartment Number: 732<br />Location: New York<br />Any other information you need..","Apartment Number: 733<br />Location: New York<br />Any other information you need..","Apartment Number: 734<br />Location: New York<br />Any other information you need..","Apartment Number: 735<br />Location: New York<br />Any other information you need..","Apartment Number: 736<br />Location: New York<br />Any other information you need..","Apartment Number: 737<br />Location: New York<br />Any other information you need..","Apartment Number: 738<br />Location: New York<br />Any other information you need..","Apartment Number: 739<br />Location: New York<br />Any other information you need..","Apartment Number: 740<br />Location: New York<br />Any other information you need..","Apartment Number: 741<br />Location: New York<br />Any other information you need..","Apartment Number: 742<br />Location: New York<br />Any other information you need..","Apartment Number: 743<br />Location: New York<br />Any other information you need..","Apartment Number: 744<br />Location: New York<br />Any other information you need..","Apartment Number: 745<br />Location: New York<br />Any other information you need..","Apartment Number: 746<br />Location: New York<br />Any other information you need..","Apartment Number: 747<br />Location: New York<br />Any other information you need..","Apartment Number: 748<br />Location: New York<br />Any other information you need..","Apartment Number: 749<br />Location: New York<br />Any other information you need..","Apartment Number: 750<br />Location: New York<br />Any other information you need..","Apartment Number: 751<br />Location: New York<br />Any other information you need..","Apartment Number: 752<br />Location: New York<br />Any other information you need..","Apartment Number: 753<br />Location: New York<br />Any other information you need..","Apartment Number: 754<br />Location: New York<br />Any other information you need..","Apartment Number: 755<br />Location: New York<br />Any other information you need..","Apartment Number: 756<br />Location: New York<br />Any other information you need..","Apartment Number: 757<br />Location: New York<br />Any other information you need..","Apartment Number: 758<br />Location: New York<br />Any other information you need..","Apartment Number: 759<br />Location: New York<br />Any other information you need..","Apartment Number: 760<br />Location: New York<br />Any other information you need..","Apartment Number: 761<br />Location: New York<br />Any other information you need..","Apartment Number: 762<br />Location: New York<br />Any other information you need..","Apartment Number: 763<br />Location: New York<br />Any other information you need..","Apartment Number: 764<br />Location: New York<br />Any other information you need..","Apartment Number: 765<br />Location: New York<br />Any other information you need..","Apartment Number: 766<br />Location: New York<br />Any other information you need..","Apartment Number: 767<br />Location: New York<br />Any other information you need..","Apartment Number: 768<br />Location: New York<br />Any other information you need..","Apartment Number: 769<br />Location: New York<br />Any other information you need..","Apartment Number: 770<br />Location: New York<br />Any other information you need..","Apartment Number: 771<br />Location: New York<br />Any other information you need..","Apartment Number: 772<br />Location: New York<br />Any other information you need..","Apartment Number: 773<br />Location: New York<br />Any other information you need..","Apartment Number: 774<br />Location: New York<br />Any other information you need..","Apartment Number: 775<br />Location: New York<br />Any other information you need..","Apartment Number: 776<br />Location: New York<br />Any other information you need..","Apartment Number: 777<br />Location: New York<br />Any other information you need..","Apartment Number: 778<br />Location: New York<br />Any other information you need..","Apartment Number: 779<br />Location: New York<br />Any other information you need..","Apartment Number: 780<br />Location: New York<br />Any other information you need..","Apartment Number: 781<br />Location: New York<br />Any other information you need..","Apartment Number: 782<br />Location: New York<br />Any other information you need..","Apartment Number: 783<br />Location: New York<br />Any other information you need..","Apartment Number: 784<br />Location: New York<br />Any other information you need..","Apartment Number: 785<br />Location: New York<br />Any other information you need..","Apartment Number: 786<br />Location: New York<br />Any other information you need..","Apartment Number: 787<br />Location: New York<br />Any other information you need..","Apartment Number: 788<br />Location: New York<br />Any other information you need..","Apartment Number: 789<br />Location: New York<br />Any other information you need..","Apartment Number: 790<br />Location: New York<br />Any other information you need..","Apartment Number: 791<br />Location: New York<br />Any other information you need..","Apartment Number: 792<br />Location: New York<br />Any other information you need..","Apartment Number: 793<br />Location: New York<br />Any other information you need..","Apartment Number: 794<br />Location: New York<br />Any other information you need..","Apartment Number: 795<br />Location: New York<br />Any other information you need..","Apartment Number: 796<br />Location: New York<br />Any other information you need..","Apartment Number: 797<br />Location: New York<br />Any other information you need..","Apartment Number: 798<br />Location: New York<br />Any other information you need..","Apartment Number: 799<br />Location: New York<br />Any other information you need..","Apartment Number: 800<br />Location: New York<br />Any other information you need..","Apartment Number: 801<br />Location: New York<br />Any other information you need..","Apartment Number: 802<br />Location: New York<br />Any other information you need..","Apartment Number: 803<br />Location: New York<br />Any other information you need..","Apartment Number: 804<br />Location: New York<br />Any other information you need..","Apartment Number: 805<br />Location: New York<br />Any other information you need..","Apartment Number: 806<br />Location: New York<br />Any other information you need..","Apartment Number: 807<br />Location: New York<br />Any other information you need..","Apartment Number: 808<br />Location: New York<br />Any other information you need..","Apartment Number: 809<br />Location: New York<br />Any other information you need..","Apartment Number: 810<br />Location: New York<br />Any other information you need..","Apartment Number: 811<br />Location: New York<br />Any other information you need..","Apartment Number: 812<br />Location: New York<br />Any other information you need..","Apartment Number: 813<br />Location: New York<br />Any other information you need..","Apartment Number: 814<br />Location: New York<br />Any other information you need..","Apartment Number: 815<br />Location: New York<br />Any other information you need..","Apartment Number: 816<br />Location: New York<br />Any other information you need..","Apartment Number: 817<br />Location: New York<br />Any other information you need..","Apartment Number: 818<br />Location: New York<br />Any other information you need..","Apartment Number: 819<br />Location: New York<br />Any other information you need..","Apartment Number: 820<br />Location: New York<br />Any other information you need..","Apartment Number: 821<br />Location: New York<br />Any other information you need..","Apartment Number: 822<br />Location: New York<br />Any other information you need..","Apartment Number: 823<br />Location: New York<br />Any other information you need..","Apartment Number: 824<br />Location: New York<br />Any other information you need..","Apartment Number: 825<br />Location: New York<br />Any other information you need..","Apartment Number: 826<br />Location: New York<br />Any other information you need..","Apartment Number: 827<br />Location: New York<br />Any other information you need..","Apartment Number: 828<br />Location: New York<br />Any other information you need..","Apartment Number: 829<br />Location: New York<br />Any other information you need..","Apartment Number: 830<br />Location: New York<br />Any other information you need..","Apartment Number: 831<br />Location: New York<br />Any other information you need..","Apartment Number: 832<br />Location: New York<br />Any other information you need..","Apartment Number: 833<br />Location: New York<br />Any other information you need..","Apartment Number: 834<br />Location: New York<br />Any other information you need..","Apartment Number: 835<br />Location: New York<br />Any other information you need..","Apartment Number: 836<br />Location: New York<br />Any other information you need..","Apartment Number: 837<br />Location: New York<br />Any other information you need..","Apartment Number: 838<br />Location: New York<br />Any other information you need..","Apartment Number: 839<br />Location: New York<br />Any other information you need..","Apartment Number: 840<br />Location: New York<br />Any other information you need..","Apartment Number: 841<br />Location: New York<br />Any other information you need..","Apartment Number: 842<br />Location: New York<br />Any other information you need..","Apartment Number: 843<br />Location: New York<br />Any other information you need..","Apartment Number: 844<br />Location: New York<br />Any other information you need..","Apartment Number: 845<br />Location: New York<br />Any other information you need..","Apartment Number: 846<br />Location: New York<br />Any other information you need..","Apartment Number: 847<br />Location: New York<br />Any other information you need..","Apartment Number: 848<br />Location: New York<br />Any other information you need..","Apartment Number: 849<br />Location: New York<br />Any other information you need..","Apartment Number: 850<br />Location: New York<br />Any other information you need..","Apartment Number: 851<br />Location: New York<br />Any other information you need..","Apartment Number: 852<br />Location: New York<br />Any other information you need..","Apartment Number: 853<br />Location: New York<br />Any other information you need..","Apartment Number: 854<br />Location: New York<br />Any other information you need..","Apartment Number: 855<br />Location: New York<br />Any other information you need..","Apartment Number: 856<br />Location: New York<br />Any other information you need..","Apartment Number: 857<br />Location: New York<br />Any other information you need..","Apartment Number: 858<br />Location: New York<br />Any other information you need..","Apartment Number: 859<br />Location: New York<br />Any other information you need..","Apartment Number: 860<br />Location: New York<br />Any other information you need..","Apartment Number: 861<br />Location: New York<br />Any other information you need..","Apartment Number: 862<br />Location: New York<br />Any other information you need..","Apartment Number: 863<br />Location: New York<br />Any other information you need..","Apartment Number: 864<br />Location: New York<br />Any other information you need..","Apartment Number: 865<br />Location: New York<br />Any other information you need..","Apartment Number: 866<br />Location: New York<br />Any other information you need..","Apartment Number: 867<br />Location: New York<br />Any other information you need..","Apartment Number: 868<br />Location: New York<br />Any other information you need..","Apartment Number: 869<br />Location: New York<br />Any other information you need..","Apartment Number: 870<br />Location: New York<br />Any other information you need..","Apartment Number: 871<br />Location: New York<br />Any other information you need..","Apartment Number: 872<br />Location: New York<br />Any other information you need..","Apartment Number: 873<br />Location: New York<br />Any other information you need..","Apartment Number: 874<br />Location: New York<br />Any other information you need..","Apartment Number: 875<br />Location: New York<br />Any other information you need..","Apartment Number: 876<br />Location: New York<br />Any other information you need..","Apartment Number: 877<br />Location: New York<br />Any other information you need..","Apartment Number: 878<br />Location: New York<br />Any other information you need..","Apartment Number: 879<br />Location: New York<br />Any other information you need..","Apartment Number: 880<br />Location: New York<br />Any other information you need..","Apartment Number: 881<br />Location: New York<br />Any other information you need..","Apartment Number: 882<br />Location: New York<br />Any other information you need..","Apartment Number: 883<br />Location: New York<br />Any other information you need..","Apartment Number: 884<br />Location: New York<br />Any other information you need..","Apartment Number: 885<br />Location: New York<br />Any other information you need..","Apartment Number: 886<br />Location: New York<br />Any other information you need..","Apartment Number: 887<br />Location: New York<br />Any other information you need..","Apartment Number: 888<br />Location: New York<br />Any other information you need..","Apartment Number: 889<br />Location: New York<br />Any other information you need..","Apartment Number: 890<br />Location: New York<br />Any other information you need..","Apartment Number: 891<br />Location: New York<br />Any other information you need..","Apartment Number: 892<br />Location: New York<br />Any other information you need..","Apartment Number: 893<br />Location: New York<br />Any other information you need..","Apartment Number: 894<br />Location: New York<br />Any other information you need..","Apartment Number: 895<br />Location: New York<br />Any other information you need..","Apartment Number: 896<br />Location: New York<br />Any other information you need..","Apartment Number: 897<br />Location: New York<br />Any other information you need..","Apartment Number: 898<br />Location: New York<br />Any other information you need..","Apartment Number: 899<br />Location: New York<br />Any other information you need..","Apartment Number: 900<br />Location: New York<br />Any other information you need..","Apartment Number: 901<br />Location: New York<br />Any other information you need..","Apartment Number: 902<br />Location: New York<br />Any other information you need..","Apartment Number: 903<br />Location: New York<br />Any other information you need..","Apartment Number: 904<br />Location: New York<br />Any other information you need..","Apartment Number: 905<br />Location: New York<br />Any other information you need..","Apartment Number: 906<br />Location: New York<br />Any other information you need..","Apartment Number: 907<br />Location: New York<br />Any other information you need..","Apartment Number: 908<br />Location: New York<br />Any other information you need..","Apartment Number: 909<br />Location: New York<br />Any other information you need..","Apartment Number: 910<br />Location: New York<br />Any other information you need..","Apartment Number: 911<br />Location: New York<br />Any other information you need..","Apartment Number: 912<br />Location: New York<br />Any other information you need..","Apartment Number: 913<br />Location: New York<br />Any other information you need..","Apartment Number: 914<br />Location: New York<br />Any other information you need..","Apartment Number: 915<br />Location: New York<br />Any other information you need..","Apartment Number: 916<br />Location: New York<br />Any other information you need..","Apartment Number: 917<br />Location: New York<br />Any other information you need..","Apartment Number: 918<br />Location: New York<br />Any other information you need..","Apartment Number: 919<br />Location: New York<br />Any other information you need..","Apartment Number: 920<br />Location: New York<br />Any other information you need..","Apartment Number: 921<br />Location: New York<br />Any other information you need..","Apartment Number: 922<br />Location: New York<br />Any other information you need..","Apartment Number: 923<br />Location: New York<br />Any other information you need..","Apartment Number: 924<br />Location: New York<br />Any other information you need..","Apartment Number: 925<br />Location: New York<br />Any other information you need..","Apartment Number: 926<br />Location: New York<br />Any other information you need..","Apartment Number: 927<br />Location: New York<br />Any other information you need..","Apartment Number: 928<br />Location: New York<br />Any other information you need..","Apartment Number: 929<br />Location: New York<br />Any other information you need..","Apartment Number: 930<br />Location: New York<br />Any other information you need..","Apartment Number: 931<br />Location: New York<br />Any other information you need..","Apartment Number: 932<br />Location: New York<br />Any other information you need..","Apartment Number: 933<br />Location: New York<br />Any other information you need..","Apartment Number: 934<br />Location: New York<br />Any other information you need..","Apartment Number: 935<br />Location: New York<br />Any other information you need..","Apartment Number: 936<br />Location: New York<br />Any other information you need..","Apartment Number: 937<br />Location: New York<br />Any other information you need..","Apartment Number: 938<br />Location: New York<br />Any other information you need..","Apartment Number: 939<br />Location: New York<br />Any other information you need..","Apartment Number: 940<br />Location: New York<br />Any other information you need..","Apartment Number: 941<br />Location: New 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Number: 953<br />Location: New York<br />Any other information you need..","Apartment Number: 954<br />Location: New York<br />Any other information you need..","Apartment Number: 955<br />Location: New York<br />Any other information you need..","Apartment Number: 956<br />Location: New York<br />Any other information you need..","Apartment Number: 957<br />Location: New York<br />Any other information you need..","Apartment Number: 958<br />Location: New York<br />Any other information you need..","Apartment Number: 959<br />Location: New York<br />Any other information you need..","Apartment Number: 960<br />Location: New York<br />Any other information you need..","Apartment Number: 961<br />Location: New York<br />Any other information you need..","Apartment Number: 962<br />Location: New York<br />Any other information you need..","Apartment Number: 963<br />Location: New York<br />Any other information you need..","Apartment Number: 964<br />Location: New York<br />Any other information you need..","Apartment Number: 965<br />Location: New York<br />Any other information you need..","Apartment Number: 966<br />Location: New York<br />Any other information you need..","Apartment Number: 967<br />Location: New York<br />Any other information you need..","Apartment Number: 968<br />Location: New York<br />Any other information you need..","Apartment Number: 969<br />Location: New York<br />Any other information you need..","Apartment Number: 970<br />Location: New York<br />Any other information you need..","Apartment Number: 971<br />Location: New York<br />Any other information you need..","Apartment Number: 972<br />Location: New York<br />Any other information you need..","Apartment Number: 973<br />Location: New York<br />Any other information you need..","Apartment Number: 974<br />Location: New York<br />Any other information you need..","Apartment Number: 975<br />Location: New York<br />Any other information you need..","Apartment Number: 976<br />Location: New York<br />Any other information you need..","Apartment Number: 977<br />Location: New York<br />Any other information you need..","Apartment Number: 978<br />Location: New York<br />Any other information you need..","Apartment Number: 979<br />Location: New York<br />Any other information you need..","Apartment Number: 980<br />Location: New York<br />Any other information you need..","Apartment Number: 981<br />Location: New York<br />Any other information you need..","Apartment Number: 982<br />Location: New York<br />Any other information you need..","Apartment Number: 983<br />Location: New York<br />Any other information you need..","Apartment Number: 984<br />Location: New York<br />Any other information you need..","Apartment Number: 985<br />Location: New York<br />Any other information you need..","Apartment Number: 986<br />Location: New York<br />Any other information you need..","Apartment Number: 987<br />Location: New York<br />Any other information you need..","Apartment Number: 988<br />Location: New York<br />Any other information you need..","Apartment Number: 989<br />Location: New York<br />Any other information you need..","Apartment Number: 990<br />Location: New York<br />Any other information you need..","Apartment Number: 991<br />Location: New York<br />Any other information you need..","Apartment Number: 992<br />Location: New York<br />Any other information you need..","Apartment Number: 993<br />Location: New York<br />Any other information you need..","Apartment Number: 994<br />Location: New York<br />Any other information you need..","Apartment Number: 995<br />Location: New York<br />Any other information you need..","Apartment Number: 996<br />Location: New York<br />Any other information you need..","Apartment Number: 997<br />Location: New York<br />Any other information you need..","Apartment Number: 998<br />Location: New York<br />Any other information you need..","Apartment Number: 999<br />Location: New York<br />Any other information you need..","Apartment Number: 1000<br />Location: New York<br />Any other information you need..","Apartment Number: 1001<br />Location: New York<br />Any other information you need..","Apartment Number: 1002<br />Location: New York<br />Any other information you need..","Apartment Number: 1003<br />Location: New York<br />Any other information you need..","Apartment Number: 1004<br />Location: New York<br />Any other information you need..","Apartment Number: 1005<br />Location: New York<br />Any other information you need..","Apartment Number: 1006<br />Location: New York<br />Any other information you need..","Apartment Number: 1007<br />Location: New York<br />Any other information you need..","Apartment Number: 1008<br />Location: New York<br />Any other information you need..","Apartment Number: 1009<br />Location: New York<br />Any other information you need..","Apartment Number: 1010<br />Location: New York<br />Any other information you need..","Apartment Number: 1011<br />Location: New York<br />Any other information you need..","Apartment Number: 1012<br />Location: New York<br />Any other information you need..","Apartment Number: 1013<br />Location: New York<br />Any other information you need..","Apartment Number: 1014<br />Location: New York<br />Any other information you need..","Apartment Number: 1015<br />Location: New York<br />Any other information you need..","Apartment Number: 1016<br />Location: New York<br />Any other information you need..","Apartment Number: 1017<br />Location: New York<br />Any other information you need..","Apartment Number: 1018<br />Location: New York<br />Any other information you need..","Apartment Number: 1019<br />Location: New York<br />Any other information you need..","Apartment Number: 1020<br />Location: New York<br />Any other information you need..","Apartment Number: 1021<br />Location: New York<br />Any other information you need..","Apartment Number: 1022<br />Location: New York<br />Any other information you need..","Apartment Number: 1023<br />Location: New York<br />Any other information you need..","Apartment Number: 1024<br />Location: New York<br />Any other information you need..","Apartment Number: 1025<br />Location: New York<br />Any other information you need..","Apartment Number: 1026<br />Location: New York<br />Any other information you need..","Apartment Number: 1027<br />Location: New York<br />Any other information you need..","Apartment Number: 1028<br />Location: New York<br />Any other information you need..","Apartment Number: 1029<br />Location: New York<br />Any other information you need..","Apartment Number: 1030<br />Location: New York<br />Any other information you need..","Apartment Number: 1031<br />Location: New York<br />Any other information you need..","Apartment Number: 1032<br />Location: New York<br />Any other information you need..","Apartment Number: 1033<br />Location: New York<br />Any other information you need..","Apartment Number: 1034<br />Location: New York<br />Any other information you need..","Apartment Number: 1035<br />Location: New York<br />Any other information you need..","Apartment Number: 1036<br />Location: New York<br />Any other information you need..","Apartment Number: 1037<br />Location: New York<br />Any other information you need..","Apartment Number: 1038<br />Location: New York<br />Any other information you need..","Apartment Number: 1039<br />Location: New York<br />Any other information you need..","Apartment Number: 1040<br />Location: New York<br />Any other information you need..","Apartment Number: 1041<br />Location: New York<br />Any other information you need..","Apartment Number: 1042<br />Location: New York<br />Any other information you need..","Apartment Number: 1043<br />Location: New York<br />Any other information you need..","Apartment Number: 1044<br />Location: New York<br />Any other information you need..","Apartment Number: 1045<br />Location: New York<br />Any other information you need..","Apartment Number: 1046<br />Location: New York<br />Any other information you need..","Apartment Number: 1047<br />Location: New York<br />Any other information you need..","Apartment Number: 1048<br />Location: New York<br />Any other information you need..","Apartment Number: 1049<br />Location: New York<br />Any other information you need..","Apartment Number: 1050<br />Location: New York<br />Any other information you need..","Apartment Number: 1051<br />Location: New York<br />Any other information you need..","Apartment Number: 1052<br />Location: New York<br />Any other information you need..","Apartment Number: 1053<br />Location: New York<br />Any other information you need..","Apartment Number: 1054<br />Location: New York<br />Any other information you need..","Apartment Number: 1055<br />Location: New York<br />Any other information you need..","Apartment Number: 1056<br />Location: New York<br />Any other information you need..","Apartment Number: 1057<br />Location: New York<br />Any other information you need..","Apartment Number: 1058<br />Location: New York<br />Any other information you need..","Apartment Number: 1059<br />Location: New York<br />Any other information you need..","Apartment Number: 1060<br />Location: New York<br />Any other information you need..","Apartment Number: 1061<br />Location: New York<br />Any other information you need..","Apartment Number: 1062<br />Location: New York<br />Any other information you need..","Apartment Number: 1063<br />Location: New York<br />Any other information you need..","Apartment Number: 1064<br />Location: New York<br />Any other information you need..","Apartment Number: 1065<br />Location: New York<br />Any other information you need..","Apartment Number: 1066<br />Location: New York<br />Any other information you need..","Apartment Number: 1067<br />Location: New York<br />Any other information you need..","Apartment Number: 1068<br />Location: New York<br />Any other information you need..","Apartment Number: 1069<br />Location: New York<br />Any other information you need..","Apartment Number: 1070<br />Location: New York<br />Any other information you need..","Apartment Number: 1071<br />Location: New York<br />Any other information you need..","Apartment Number: 1072<br />Location: New York<br />Any other information you need..","Apartment Number: 1073<br />Location: New York<br />Any other information you need..","Apartment Number: 1074<br />Location: New York<br />Any other information you need..","Apartment Number: 1075<br />Location: New York<br />Any other information you need..","Apartment Number: 1076<br />Location: New York<br />Any other information you need..","Apartment Number: 1077<br />Location: New York<br />Any other information you need..","Apartment Number: 1078<br />Location: New York<br />Any other information you need..","Apartment Number: 1079<br />Location: New York<br />Any other information you need..","Apartment Number: 1080<br />Location: New York<br />Any other information you need..","Apartment Number: 1081<br />Location: New York<br />Any other information you need..","Apartment Number: 1082<br />Location: New York<br />Any other information you need..","Apartment Number: 1083<br />Location: New York<br />Any other information you need..","Apartment Number: 1084<br />Location: New York<br />Any other information you need..","Apartment Number: 1085<br />Location: New York<br />Any other information you need..","Apartment Number: 1086<br />Location: New York<br />Any other information you need..","Apartment Number: 1087<br />Location: New York<br />Any other information you need..","Apartment Number: 1088<br />Location: New York<br />Any other information you need..","Apartment Number: 1089<br />Location: New York<br />Any other information you need..","Apartment Number: 1090<br />Location: New York<br />Any other information you need..","Apartment Number: 1091<br />Location: New York<br />Any other information you need..","Apartment Number: 1092<br />Location: New York<br />Any other information you need..","Apartment Number: 1093<br />Location: New York<br />Any other information you need..","Apartment Number: 1094<br />Location: New York<br />Any other information you need..","Apartment Number: 1095<br />Location: New York<br />Any other information you need..","Apartment Number: 1096<br />Location: New York<br />Any other information you need..","Apartment Number: 1097<br />Location: New York<br />Any other information you need..","Apartment Number: 1098<br />Location: New York<br />Any other information you need..","Apartment Number: 1099<br />Location: New York<br />Any other information you need..","Apartment Number: 1100<br />Location: New York<br />Any other information you need..","Apartment Number: 1101<br />Location: New York<br />Any other information you need..","Apartment Number: 1102<br />Location: New York<br />Any other 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1160<br />Location: New York<br />Any other information you need..","Apartment Number: 1161<br />Location: New York<br />Any other information you need..","Apartment Number: 1162<br />Location: New York<br />Any other information you need..","Apartment Number: 1163<br />Location: New York<br />Any other information you need..","Apartment Number: 1164<br />Location: New York<br />Any other information you need..","Apartment Number: 1165<br />Location: New York<br />Any other information you need..","Apartment Number: 1166<br />Location: New York<br />Any other information you need..","Apartment Number: 1167<br />Location: New York<br />Any other information you need..","Apartment Number: 1168<br />Location: New York<br />Any other information you need..","Apartment Number: 1169<br />Location: New York<br />Any other information you need..","Apartment Number: 1170<br />Location: New York<br />Any other information you need..","Apartment Number: 1171<br />Location: New York<br />Any other 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1183<br />Location: New York<br />Any other information you need..","Apartment Number: 1184<br />Location: New York<br />Any other information you need..","Apartment Number: 1185<br />Location: New York<br />Any other information you need..","Apartment Number: 1186<br />Location: New York<br />Any other information you need..","Apartment Number: 1187<br />Location: New York<br />Any other information you need..","Apartment Number: 1188<br />Location: New York<br />Any other information you need..","Apartment Number: 1189<br />Location: New York<br />Any other information you need..","Apartment Number: 1190<br />Location: New York<br />Any other information you need..","Apartment Number: 1191<br />Location: New York<br />Any other information you need..","Apartment Number: 1192<br />Location: New York<br />Any other information you need..","Apartment Number: 1193<br />Location: New York<br />Any other information you need..","Apartment Number: 1194<br />Location: New York<br />Any other 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1206<br />Location: New York<br />Any other information you need..","Apartment Number: 1207<br />Location: New York<br />Any other information you need..","Apartment Number: 1208<br />Location: New York<br />Any other information you need..","Apartment Number: 1209<br />Location: New York<br />Any other information you need..","Apartment Number: 1210<br />Location: New York<br />Any other information you need..","Apartment Number: 1211<br />Location: New York<br />Any other information you need..","Apartment Number: 1212<br />Location: New York<br />Any other information you need..","Apartment Number: 1213<br />Location: New York<br />Any other information you need..","Apartment Number: 1214<br />Location: New York<br />Any other information you need..","Apartment Number: 1215<br />Location: New York<br />Any other information you need..","Apartment Number: 1216<br />Location: New York<br />Any other information you need..","Apartment Number: 1217<br />Location: New York<br />Any other 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1229<br />Location: New York<br />Any other information you need..","Apartment Number: 1230<br />Location: New York<br />Any other information you need..","Apartment Number: 1231<br />Location: New York<br />Any other information you need..","Apartment Number: 1232<br />Location: New York<br />Any other information you need..","Apartment Number: 1233<br />Location: New York<br />Any other information you need..","Apartment Number: 1234<br />Location: New York<br />Any other information you need..","Apartment Number: 1235<br />Location: New York<br />Any other information you need..","Apartment Number: 1236<br />Location: New York<br />Any other information you need..","Apartment Number: 1237<br />Location: New York<br />Any other information you need..","Apartment Number: 1238<br />Location: New York<br />Any other information you need..","Apartment Number: 1239<br />Location: New York<br />Any other information you need..","Apartment Number: 1240<br />Location: New York<br />Any other 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1252<br />Location: New York<br />Any other information you need..","Apartment Number: 1253<br />Location: New York<br />Any other information you need..","Apartment Number: 1254<br />Location: New York<br />Any other information you need..","Apartment Number: 1255<br />Location: New York<br />Any other information you need..","Apartment Number: 1256<br />Location: New York<br />Any other information you need..","Apartment Number: 1257<br />Location: New York<br />Any other information you need..","Apartment Number: 1258<br />Location: New York<br />Any other information you need..","Apartment Number: 1259<br />Location: New York<br />Any other information you need..","Apartment Number: 1260<br />Location: New York<br />Any other information you need..","Apartment Number: 1261<br />Location: New York<br />Any other information you need..","Apartment Number: 1262<br />Location: New York<br />Any other information you need..","Apartment Number: 1263<br />Location: New York<br />Any other 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1275<br />Location: New York<br />Any other information you need..","Apartment Number: 1276<br />Location: New York<br />Any other information you need..","Apartment Number: 1277<br />Location: New York<br />Any other information you need..","Apartment Number: 1278<br />Location: New York<br />Any other information you need..","Apartment Number: 1279<br />Location: New York<br />Any other information you need..","Apartment Number: 1280<br />Location: New York<br />Any other information you need..","Apartment Number: 1281<br />Location: New York<br />Any other information you need..","Apartment Number: 1282<br />Location: New York<br />Any other information you need..","Apartment Number: 1283<br />Location: New York<br />Any other information you need..","Apartment Number: 1284<br />Location: New York<br />Any other information you need..","Apartment Number: 1285<br />Location: New York<br />Any other information you need..","Apartment Number: 1286<br />Location: New York<br />Any other 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1298<br />Location: New York<br />Any other information you need..","Apartment Number: 1299<br />Location: New York<br />Any other information you need..","Apartment Number: 1300<br />Location: New York<br />Any other information you need..","Apartment Number: 1301<br />Location: New York<br />Any other information you need..","Apartment Number: 1302<br />Location: New York<br />Any other information you need..","Apartment Number: 1303<br />Location: New York<br />Any other information you need..","Apartment Number: 1304<br />Location: New York<br />Any other information you need..","Apartment Number: 1305<br />Location: New York<br />Any other information you need..","Apartment Number: 1306<br />Location: New York<br />Any other information you need..","Apartment Number: 1307<br />Location: New York<br />Any other information you need..","Apartment Number: 1308<br />Location: New York<br />Any other information you need..","Apartment Number: 1309<br />Location: New York<br />Any other 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1459<br />Location: New York<br />Any other information you need..","Apartment Number: 1460<br />Location: New York<br />Any other information you need.."],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(105,179,162,1)","opacity":0.80000000000000004,"size":5.6692913385826778,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(105,179,162,1)"}},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":95.701120797011214,"r":39.850560398505614,"b":94.811124948111257,"l":78.538812785388146},"font":{"color":"rgba(0,0,0,1)","family":"Arial Narrow","size":15.276048152760483},"title":{"text":"<b> Ground living area partially explains sale price of apartments <\/b>","font":{"color":"rgba(0,0,0,1)","family":"Arial Narrow","size":15.940224159402241},"x":0,"xref":"paper"},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[68.599999999999966,5907.3999999999996],"tickmode":"array","ticktext":["1000","2000","3000","4000","5000"],"tickvals":[1000,1999.9999999999998,3000,4000,5000],"categoryorder":"array","categoryarray":["1000","2000","3000","4000","5000"],"nticks":null,"ticks":"","tickcolor":null,"ticklen":3.8190120381901207,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"Arial Narrow","size":15.276048152760483},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(204,204,204,1)","gridwidth":0.26567040265670405,"zeroline":false,"anchor":"y","title":{"text":"Ground living area","font":{"color":"rgba(0,0,0,1)","family":"Arial Narrow","size":11.955168119551681}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[-1.105000000000004,791.005],"tickmode":"array","ticktext":["0","200","400","600"],"tickvals":[0,200,400,600],"categoryorder":"array","categoryarray":["0","200","400","600"],"nticks":null,"ticks":"","tickcolor":null,"ticklen":3.8190120381901207,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"Arial Narrow","size":15.276048152760483},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(204,204,204,1)","gridwidth":0.26567040265670405,"zeroline":false,"anchor":"x","title":{"text":"Sale price (k$)","font":{"color":"rgba(0,0,0,1)","family":"Arial 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","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
<p>Scatterplot are sometimes supported by marginal distributions. It
indeed adds insight to the graphic, revealing the distribution of both
variables:</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="fu">library</span>(ggExtra)</span>
<span id="cb4-2"><a href="#cb4-2" tabindex="-1"></a></span>
<span id="cb4-3"><a href="#cb4-3" tabindex="-1"></a><span class="co"># create a ggplot2 scatterplot</span></span>
<span id="cb4-4"><a href="#cb4-4" tabindex="-1"></a>p <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb4-5"><a href="#cb4-5" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>GrLivArea, <span class="at">y=</span>SalePrice<span class="sc">/</span><span class="dv">1000</span>)) <span class="sc">+</span></span>
<span id="cb4-6"><a href="#cb4-6" tabindex="-1"></a>    <span class="fu">geom_point</span>(<span class="at">color=</span><span class="st">&quot;#69b3a2&quot;</span>, <span class="at">alpha=</span><span class="fl">0.8</span>) <span class="sc">+</span></span>
<span id="cb4-7"><a href="#cb4-7" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb4-8"><a href="#cb4-8" tabindex="-1"></a>    <span class="fu">theme</span>(</span>
<span id="cb4-9"><a href="#cb4-9" tabindex="-1"></a>      <span class="at">legend.position=</span><span class="st">&quot;none&quot;</span></span>
<span id="cb4-10"><a href="#cb4-10" tabindex="-1"></a>    )</span>
<span id="cb4-11"><a href="#cb4-11" tabindex="-1"></a></span>
<span id="cb4-12"><a href="#cb4-12" tabindex="-1"></a><span class="co"># add marginal histograms</span></span>
<span id="cb4-13"><a href="#cb4-13" tabindex="-1"></a>ggExtra<span class="sc">::</span><span class="fu">ggMarginal</span>(p, <span class="at">type =</span> <span class="st">&quot;histogram&quot;</span>, <span class="at">color=</span><span class="st">&quot;grey&quot;</span>)</span></code></pre></div>
<p><img src="scatter_files/figure-html/unnamed-chunk-4-1.png" width="768" style="display: block; margin: auto;" /></p>
</div>
<div id="mistake" class="section level1">
<h1>Common mistakes</h1>
<hr />
<ul>
<li><p><a
href="http://www.data-to-viz.com/caveat/overplotting.html">Overplotting</a>
is the most common mistake when sample size is high. <a
href="http://www.data-to-viz.com/caveat/overplotting.html">This post</a>
describes about 10 different workarounds to fix this issue.</p></li>
<li><p>Don’t forget to show subgroups if you have some. Indeed it can
reveal important hidden patterns in your data, like in the case of the
Simpson paradox.</p></li>
</ul>
</div>
<div id="related" class="section level1">
<h1>Related</h1>
<hr />
<div class="row">
<div class="col-lg-3 col-md-6 col-sm-6">
<a href="http://www.data-to-viz.com/graph/bubble.html" class="btn btn-primary mybtnrelated" style="margin-bottom:4px;white-space: normal !important;">
<img  src="https://github.com/holtzy/data_to_viz/raw/master/img/section/BubblePlotSmall.png">
<p class="mytitlerelated">
Bubble plot
</p>
<p class="mytextrelated">
Add a third dimension to your scatter: the circle size
</p>
</a>
</div>
<div class="col-lg-3 col-md-6 col-sm-6">
<a href="http://www.data-to-viz.com/graph/correlogram.html" class="btn btn-primary mybtnrelated" style="margin-bottom:4px;white-space: normal !important;">
<img  src="https://github.com/holtzy/data_to_viz/raw/master/img/section/CorrelogramSmall.png">
<p class="mytitlerelated">
Correlogram
</p>
<p class="mytextrelated">
Shows the relationship between each pair of numeric variables
</p>
</a>
</div>
<div class="col-lg-3 col-md-6 col-sm-6">
<a href="http://www.data-to-viz.com/graph/connectedscatter.html" class="btn btn-primary mybtnrelated" style="margin-bottom:4px;white-space: normal !important;">
<img  src="https://github.com/holtzy/data_to_viz/raw/master/img/section/ScatterConnectedSmall.png">
<p class="mytitlerelated">
Connected Scatterplot
</p>
<p class="mytextrelated">
Very close from a scatterplot, but link data points with segments
</p>
</a>
</div>
<div class="col-lg-3 col-md-6 col-sm-6">
<a href="http://www.data-to-viz.com/graph/density2d.html" class="btn btn-primary mybtnrelated" style="margin-bottom:4px;white-space: normal !important;">
<img  src="https://github.com/holtzy/data_to_viz/raw/master/img/section/2dDensitySmall.png">
<p class="mytitlerelated">
Density 2d
</p>
<p class="mytextrelated">
One of the best way to avoid overplotting for big sample size
</p>
</a>
</div>
</div>
</div>
<div id="code" class="section level1">
<h1>Build your own</h1>
<hr />
<p>The <a href="https://www.r-graph-gallery.com/scatterplot.html">R</a>,
<a href="https://www.python-graph-gallery.com/scatter-plot/">Python</a>,
<a href="https://www.react-graph-gallery.com/scatter-plot">React</a> and
<a href="https://d3-graph-gallery.com/scatter.html">D3</a> graph
galleries are 4 websites providing hundreds of chart example, always
providing the reproducible code. Click the button below to see how to
build the chart you need with your favorite programing language.</p>
<p>
<a href="https://www.r-graph-gallery.com/scatterplot.html" class="btn btn-primary">R
graph gallery</a>
<a href="https://python-graph-gallery.com/scatter-plot/" class="btn btn-primary">Python
gallery</a>
<a href="https://www.react-graph-gallery.com/scatter-plot" class="btn btn-primary">React
gallery</a>
<a href="https://d3-graph-gallery.com/scatter.html" class="btn btn-primary">D3
gallery</a>
</p>
</div>
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<p style="text-align: center;">A work by <a href="https://www.yan-holtz.com/">Yan Holtz</a> for <a href="https://data-to-viz.com">data-to-viz.com</a></p>

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